Conducting robust ecological analyses with climate data
Although the number of studies discerning the impact of climate change on ecological systems continues to increase, there has been relatively little sharing of the lessons learnt when accumulating this evidence. At a recent workshop entitled ‘Using climate data in ecological research’ held at the UK...
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| Veröffentlicht in: | Oikos Jg. 126; H. 11; S. 1533 - 1541 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Oxford, UK
Nordic Society Oikos
01.11.2017
Blackwell Publishing Ltd |
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| ISSN: | 0030-1299, 1600-0706 |
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| Abstract | Although the number of studies discerning the impact of climate change on ecological systems continues to increase, there has been relatively little sharing of the lessons learnt when accumulating this evidence. At a recent workshop entitled ‘Using climate data in ecological research’ held at the UK Met Office, ecologists and climate scientists came together to discuss the robust analysis of climate data in ecology. The discussions identified three common pitfalls encountered by ecologists: 1) selection of inappropriate spatial resolutions for analysis; 2) improper use of publically available data or code; and 3) insufficient representation of the uncertainties behind the adopted approach. Here, we discuss how these pitfalls can be avoided, before suggesting ways that both ecology and climate science can move forward. Our main recommendation is that ecologists and climate scientists collaborate more closely, on grant proposals and scientific publications, and informally through online media and workshops. More sharing of data and code (e.g. via online repositories), lessons and guidance would help to reconcile differing approaches to the robust handling of data. We call on ecologists to think critically about which aspects of the climate are relevant to their study system, and to acknowledge and actively explore uncertainty in all types of climate data. And we call on climate scientists to make simple estimates of uncertainty available to the wider research community. Through steps such as these, we will improve our ability to robustly attribute observed ecological changes to climate or other factors, while providing the sort of influential, comprehensive analyses that efforts to mitigate and adapt to climate change so urgently require.
Synthesis
Climate is a key driver of ecological patterns and processes, and as such has been the subject of huge research effort over a number of decades. Yet although the literature on the subject is vast, ecologists still succumb to a number of common pitfalls when analysing climate data. In this paper we share some of the lessons and techniques for avoiding these pitfalls, before suggesting some better ways forward, namely: more collaboration, more communication, and more sharing of data and code. By working more closely together, ecologists and climatologists will generate outputs that are far more useful and tractable for society. |
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| AbstractList | Although the number of studies discerning the impact of climate change on ecological systems continues to increase, there has been relatively little sharing of the lessons learnt when accumulating this evidence. At a recent workshop entitled 'Using climate data in ecological research' held at the UK Met Office, ecologists and climate scientists came together to discuss the robust analysis of climate data in ecology. The discussions identified three common pitfalls encountered by ecologists: 1) selection of inappropriate spatial resolutions for analysis; 2) improper use of publically available data or code; and 3) insufficient representation of the uncertainties behind the adopted approach. Here, we discuss how these pitfalls can be avoided, before suggesting ways that both ecology and climate science can move forward. Our main recommendation is that ecologists and climate scientists collaborate more closely, on grant proposals and scientific publications, and informally through online media and workshops. More sharing of data and code (e.g. via online repositories), lessons and guidance would help to reconcile differing approaches to the robust handling of data. We call on ecologists to think critically about which aspects of the climate are relevant to their study system, and to acknowledge and actively explore uncertainty in all types of climate data. And we call on climate scientists to make simple estimates of uncertainty available to the wider research community. Through steps such as these, we will improve our ability to robustly attribute observed ecological changes to climate or other factors, while providing the sort of influential, comprehensive analyses that efforts to mitigate and adapt to climate change so urgently require. Although the number of studies discerning the impact of climate change on ecological systems continues to increase, there has been relatively little sharing of the lessons learnt when accumulating this evidence. At a recent workshop entitled ‘Using climate data in ecological research’ held at the UK Met Office, ecologists and climate scientists came together to discuss the robust analysis of climate data in ecology. The discussions identified three common pitfalls encountered by ecologists: 1) selection of inappropriate spatial resolutions for analysis; 2) improper use of publically available data or code; and 3) insufficient representation of the uncertainties behind the adopted approach. Here, we discuss how these pitfalls can be avoided, before suggesting ways that both ecology and climate science can move forward. Our main recommendation is that ecologists and climate scientists collaborate more closely, on grant proposals and scientific publications, and informally through online media and workshops. More sharing of data and code (e.g. via online repositories), lessons and guidance would help to reconcile differing approaches to the robust handling of data. We call on ecologists to think critically about which aspects of the climate are relevant to their study system, and to acknowledge and actively explore uncertainty in all types of climate data. And we call on climate scientists to make simple estimates of uncertainty available to the wider research community. Through steps such as these, we will improve our ability to robustly attribute observed ecological changes to climate or other factors, while providing the sort of influential, comprehensive analyses that efforts to mitigate and adapt to climate change so urgently require. Synthesis Climate is a key driver of ecological patterns and processes, and as such has been the subject of huge research effort over a number of decades. Yet although the literature on the subject is vast, ecologists still succumb to a number of common pitfalls when analysing climate data. In this paper we share some of the lessons and techniques for avoiding these pitfalls, before suggesting some better ways forward, namely: more collaboration, more communication, and more sharing of data and code. By working more closely together, ecologists and climatologists will generate outputs that are far more useful and tractable for society. |
| Author | Jane K. Hill Ayesha Pyke Andrew J. Suggitt Deborah L. Hemming Anna B. Harper Albert B. Phillimore Phillipa K. Gillingham Andrew J. Hartley Rachel Warren Katherine Maltby Paul Pearce-Kelly Ilya M. D. Maclean Izabela M. Barata Mike D. Morecroft Philip J. Platts Harry H. Marshall Nadia Bystriakova Jeff T. Price James W. Pearce-Higgins James E. Stewart Simon Duffield Steven R. Ewing Malcolm D. Burgess Jonathan J. Bennie |
| Author_xml | – sequence: 1 givenname: Andrew J. surname: Suggitt fullname: Suggitt, Andrew J. email: andrew.suggitt@york.ac.uk organization: Environment and Sustainability Institute, College of Life and Environmental Sciences, Univ. of Exeter – sequence: 2 givenname: Philip J. surname: Platts fullname: Platts, Philip J. organization: Univ. of York – sequence: 3 givenname: Izabela M. surname: Barata fullname: Barata, Izabela M. organization: Durrell Inst. of Conservation and Ecology, School of Anthropology and Conservation, Univ. of Kent – sequence: 4 givenname: Jonathan J. surname: Bennie fullname: Bennie, Jonathan J. organization: College of Life and Environmental Sciences, Univ. of Exeter – sequence: 5 givenname: Malcolm D. surname: Burgess fullname: Burgess, Malcolm D. organization: RSPB Centre for Conservation Science, The Lodge – sequence: 6 givenname: Nadia surname: Bystriakova fullname: Bystriakova, Nadia organization: Natural History Museum – sequence: 7 givenname: Simon surname: Duffield fullname: Duffield, Simon organization: Natural England, Cromwell House – sequence: 8 givenname: Steven R. surname: Ewing fullname: Ewing, Steven R. organization: RSPB Centre for Conservation Science ‐ Scotland – sequence: 9 givenname: Phillipa K. surname: Gillingham fullname: Gillingham, Phillipa K. organization: Faculty of Science and Technology, Bournemouth Univ – sequence: 10 givenname: Anna B. surname: Harper fullname: Harper, Anna B. organization: College of Engineering, Mathematics, and Physical Sciences, Univ. of Exeter – sequence: 11 givenname: Andrew J. surname: Hartley fullname: Hartley, Andrew J. organization: Met Office Hadley Centre – sequence: 12 givenname: Deborah L. surname: Hemming fullname: Hemming, Deborah L. organization: Met Office Hadley Centre – sequence: 13 givenname: Ilya M. D. surname: Maclean fullname: Maclean, Ilya M. D. organization: Environment and Sustainability Institute, College of Life and Environmental Sciences, Univ. of Exeter – sequence: 14 givenname: Katherine surname: Maltby fullname: Maltby, Katherine organization: College of Life and Environmental Sciences, Univ. of Exeter – sequence: 15 givenname: Harry H. surname: Marshall fullname: Marshall, Harry H. organization: College of Life and Environmental Sciences, Univ. of Exeter – sequence: 16 givenname: Mike D. surname: Morecroft fullname: Morecroft, Mike D. organization: Natural England, Cromwell House – sequence: 17 givenname: James W. surname: Pearce‐Higgins fullname: Pearce‐Higgins, James W. organization: Univ. of Cambridge – sequence: 18 givenname: Paul surname: Pearce‐Kelly fullname: Pearce‐Kelly, Paul organization: Zoological Society of London – sequence: 19 givenname: Albert B. surname: Phillimore fullname: Phillimore, Albert B. organization: Inst. of Evolutionary Biology, School of Biological Sciences, Univ. of Edinburgh – sequence: 20 givenname: Jeff T. surname: Price fullname: Price, Jeff T. organization: School of Environmental Sciences, Univ. of East Anglia – sequence: 21 givenname: Ayesha surname: Pyke fullname: Pyke, Ayesha organization: Faculty of Science and Technology, Bournemouth Univ – sequence: 22 givenname: James E. surname: Stewart fullname: Stewart, James E. organization: College of Life and Environmental Sciences, Univ. of Exeter – sequence: 23 givenname: Rachel surname: Warren fullname: Warren, Rachel organization: Tyndall Centre for Climate Change Research, School of Environmental Sciences, Univ. of East Anglia – sequence: 24 givenname: Jane K. surname: Hill fullname: Hill, Jane K. organization: Univ. of York |
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| Title | Conducting robust ecological analyses with climate data |
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